cs.AI updates on arXiv.org 10月21日 12:09
企业责任与生成式AI认知能力
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本文基于扩展认知理论,探讨生成式AI在决策中的角色,提出企业知识可重新定义为动态能力,并通过信息获取效率和输出可靠性来衡量。构建模型评估企业认知状态,并引入知识指标与法律标准关联,旨在创造可衡量和可司法的审计证据。

arXiv:2510.16193v1 Announce Type: new Abstract: Corporate responsibility turns on notions of corporate \textit{mens rea}, traditionally imputed from human agents. Yet these assumptions are under challenge as generative AI increasingly mediates enterprise decision-making. Building on the theory of extended cognition, we argue that in response corporate knowledge may be redefined as a dynamic capability, measurable by the efficiency of its information-access procedures and the validated reliability of their outputs. We develop a formal model that captures epistemic states of corporations deploying sophisticated AI or information systems, introducing a continuous organisational knowledge metric $S_S(\varphi)$ which integrates a pipeline's computational cost and its statistically validated error rate. We derive a thresholded knowledge predicate $\mathsf{K}S$ to impute knowledge and a firm-wide epistemic capacity index $\mathcal{K}{S,t}$ to measure overall capability. We then operationally map these quantitative metrics onto the legal standards of actual knowledge, constructive knowledge, wilful blindness, and recklessness. Our work provides a pathway towards creating measurable and justiciable audit artefacts, that render the corporate mind tractable and accountable in the algorithmic age.

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企业责任 生成式AI 认知能力 法律标准 审计证据
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